Diabetes Type II Indian dataset project
Members
- Anna Lifousi (
s232979)
- Jordan Sylvester Fernandes (
s222497)
- Manuel Arcieri (
s230158)
- Quim Bech Vilaseca (
s233374)
- Xavier Viñas Margalef (
s233532)
Introduction
Diabetes is estimated to affect approximately 530 million adults worldwide, with a global prevalence of 10.5 percent among adults aged 20 to 79 years. 1
Type 2 diabetes represents approximately 98 percent of global diabetes diagnoses, although this proportion varies widely among
Evaluate the possible factors that affect the appearance of Diabetes Type 2, for further control and prevention.
Materials and Methods
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Principal component analysis
- After having scaled and centred the data, we performed PCA to test the correlation between multiple properties in a two-dimensional space.
Principal component analysis
Principal component analysis
- As we can see, there’s no clear separation between the two classes using the two best principal components.
Results
Correlation heatmap
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- Strong correlation between BMI and skin thickness
- Weak correlation between insulin and glucose levelsj
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Relationship between BMI and diabetes
Discussion